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Giants in the Hills:
Fieldwork and Forest Modeling at the Sierra
Study Area in Preparation for the DESDynI Satellite
Mission
Michael Hutson
Terrestrial Ecosystems & The Carbon Cycle
http://www.nasa.gov/centers/langley/news/researchernews/rn_carboncycle.html
• LVIS (Aircraft)• ICESat• DESDynI
0
40
He
igh
t (m
)
0 100Intensity
Cumulative Intensity
0 1.0
25 m
8 km
1 km
Measuring Terrestrial Ecosystems
Hurtt et al 2008
Height-Structured Ecosystem Model (ED)
PlantPhysiology
EcosystemBiogeochemistry
Individual
Vital Rates
Disturbance
andLand UseChange
Regional-ScaleEcosystem
Structure andFluxes
EcosystemPhysiology
Ecosystem Demography
Stand-LevelStructure and
Fluxes
Models 3-D vegetation structure, carbon stocks & fluxes
Hurtt et al 2008
Earlier Work with ED •Study of biotic & abiotic heterogeneity at Hubbard Brook Experimental Forest in central NH
•Updated allometry, ran ED for different elevation bands
•Results: accurately predicted biomass stocks, C flux estimates, identified correct reasons
•“Fine-scale heterogeneity has important implications on the spatial resolution of LIDAR collection and model simulation”
Thomas 2007, Thomas et al in press
The Sierra Field Site:A More Extreme Example
Location: Central California
End-to-end: approx. 30km
Elevation Range: 1215-2454m
Importance of fine-scale climate data:
– Local climate greatly influenced by topography
– Trees very sensitive to moisture levels
Summer 2008 Objectives
• Overall: Develop modeling capabilities for vegetation structure in Sierra study site
• Three components:– help collect new data on vegetation structure– assess need for climate data, find if
necessary– preliminary run of ED model, suggestions for
future development
The Field CampaignCrew: Boston University, University of Maryland
Objectives: ground-based measurements to develop & validate remote sensing metrics of vegetation structure
Selection of sites: pre-existing, within 100m of road, accessible to ECHIDNA team
Measurements taken
subplots: DBH over 10cm, species ID, heights of crown-forming trees, estimated heights of dead snags
center plots: all of above, plus crown height & width, distance & bearing from center, and heights for every tree
ED vs. LVIS: Tree Height
Tree Height
ED LVIS
Mean (m)
16 24
Range (m)
0-35 0-63
= LVIS
= ED
study area canopy heights (2006)LVIS
ED vs. LVIS: Biomass
Bio-mass
ED LVIS
Mean (t/ha)
100 225
Range (t/ha)
0-190 0-1335
= LVIS
= ED
LVIS
Dropping ED’s ResolutionED Height Profile
0
0.05
0.1
0.15
0.2
0.25
0.3
0 3 6 9 12 15 18 21 24 27 30 33
canopy height of patch
prop
ortio
n
patch canopy
LVIS mode ED mean
Height (m) 26 16
Biomass (t/ha) 134 100
Different Species,Different Allometries
• Halliwell, D. H. and M. J. Apps.1997. Boreal Ecosystem-Atmosphere Study (BOREAS) biometry and auxiliary sites: overstory and understory data. Canadian Forest Service Report
• DESDynI field crew – unpublished data
height vs. diameter
0
20
40
60
80
100
120
0 100 200 300 400 500 600
dbh (cm)
he
igh
t (m
)
Sequoiadendrongiganteum
Abies concolor
Pinus monticola
Pinuslambertiana
Picea
Pinus
/ED
Different Species,Different Allometries
http://www.fs.fed.us/ne/newtown_square/publications/technical_reports/pdfs/2004/ne_gtr319.pdf
biomass vs. dbh
0100000200000300000400000500000600000700000
dbh (cm)
bio
ma
ss
(k
g)
cedar/giantsequoiafir
pine
spruce
Next Steps to Refine & Test ED• Update plant functional types to include firs & sequoias
– new allometric data– wood density– leaf traits (longevity, specific leaf area)
• Integrate fine scale climate & soil variability– Obtain high-resolution data– Incorporate
• dropping ED resolution vs. tracking sub-gridscale
• Reincorporate fire module– Assess need– Revise as necessary
• Validate results– Comparison to field data– Comparison to repeat LIDAR data
NASA Relevance
NASA Science Questions• How is the global Earth system changing? • What are the primary causes of change in the Earth system? • How does the Earth system respond to natural and human-induced
changes? • How will the Earth system change in the future?
NASA Research Objective• Quantify global land cover change and terrestrial and marine
productivity, and improve carbon cycle and ecosystem models.
NASA Strategic Goal• To study planet Earth from space to advance scientific
understanding and meet societal needs
ROSES 2008
Thanks to…
George Hurtt, UNH
Justin Fisk, UNH
Ralph Dubayah, UMD
Research & Discover @ UNH
…and many more!
ReferencesBartholome, E., and A. S. Belward. "GLC2000: a new approach to global land cover mapping from Earth observation data." International Journal
of Remote Sensing 26 (2005): 1959-977.
Coops, Nicholas C., Richard H. Waring, and Beverly E. Law. "Assessing the past and future distribution and productivity of ponderosa pine in the Pacific Northwest using a process model, 3-PG." Ecological Modeling 183 (2005): 107-24.
DESDynI. 5 Aug. 2008 <http://desdyni.jpl.nasa.gov/>.
DESDynI field crew – unpublished data
Dixon, R. K, et al. "Carbon Pools and Flux of Global Forest Ecosystems." Science 263 (1994): 185-90.
Dulitz, David J. "Growth and Yield of Giant Sequoia." Proceedings of the workshop on management of giant sequoia (1986): 14-16.
Friedl, M. A. "Global land cover mapping from MODIS: algorithms and early results." Remote Sensing of Environment 83 (2002): 287-302.
Halliwell, D. H. and M. J. Apps.1997. Boreal Ecosystem-Atmosphere Study (BOREAS) biometry and auxiliary sites: overstory and understory data. Canadian Forest Service Report.
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Hubbard Brook Ecosystem Study. 5 Aug. 2008 <http://www.hubbardbrook.org/index.html>.
Hurtt, George C, et al. "ED & LIDAR." 5 Aug. 2008.
Jenkins, Jennifer C., David C. Chojnacky, Linda S. Heath, and Richard A. Birdsey. Comprehensive Database of Diameter-based Biomass Regressions for North American Tree Species. Rep.No. NE-319. Northeastern Research Station, USDA Forest Service. 5 Aug. 2008 <http://www.fs.fed.us/ne/newtown_square/publications/technical_reports/pdfs/2004/ne_gtr319.pdf>.
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Mayaux, Philippe, Etienne Bartholome, Steffen Fritz, and Alan Belward. "A new land-cover map of Africa for the year 2000." Journal of Biogeography 31 (2004): 861-77.
Mayaux, Philippe, Frederic Achard, and Jean-Paul Malingreau. "Global tropical forest area measurements derived from coarse resolution satellite imagery: a comparison with other approaches." Environmental Conservation 25 (1998): 37-52.
Research Opportunities in Space and Earth Sciences (ROSES) - 2005. NASA. Science Mission Directorate. Washington, D.C., 2005.
Research Opportunities in Space and Earth Sciences (ROSES) - 2008. NASA. Science Mission Directorate. Washington, D.C., 2008.
Thomas, R. Q. "Consequences of Fine-Scale Heterogeneity for Predictions of the Carbon Cycle Using Lidar Data and a Height-Structured Ecosystem Model." Research & Discover. 5 Aug. 2008 <http://www.eos.unh.edu/researchanddiscover/fellows_05_07.shtml>.
Thomas, R. Q., G. C. Hurtt, R. Dubayah, and M. H. Schilz. "Using lidar data and a height-structured ecosystem model to estimate forest carbon stocks and fluxes over complex mountainous terrain." Canadian Journal of Remote Sensing (In press).
Weatherspoon, Phillip C. "Silvics of Giant Sequoia." Proceedings of the workshop on management of giant sequoia (1986): 4-10.